{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "1—绘制折线图",
   "id": "2a71bfc8e092fa87"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T05:22:28.724899Z",
     "start_time": "2025-08-04T05:22:28.720828Z"
    }
   },
   "cell_type": "code",
   "source": "import matplotlib.pyplot as plt",
   "id": "initial_id",
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T05:22:28.896956Z",
     "start_time": "2025-08-04T05:22:28.756893Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 传入x和y，通过plot画图\n",
    "plt.plot([1,2,3,4],[5,6,7,8])\n",
    "plt.show()"
   ],
   "id": "cd7301ce19c7bff4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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x9fY0OZlUJZURERFxC+v2nmTcwlTOFpRQ38eThAe7cW/3ZmbHkmqgMiIiIqYqdTh58+t9vLv+AACdwwKYOSyWVk3rm5xMqovKiIiImOZYThGj5iWz7cg5AB6Oi+S5uzppLFPHqIyIiIgpVu/K5ulFqeQWleJv9eL1h7pxV9cws2OJCVRGRESkWpWUOfn7yj18sOEQAN3CA5kRH0uLJvVMTiZmURkREZFqk3m2kJHzkknNzAHgkd6tmHBnR3y8PC69odRqKiMiIlItVqad4JlPtpNXXEaArxdTBnbn9qhQs2OJG1AZERGRKmUvczB5+W4+3HwEgJgWDXknPobwRhrLyE9URkREpMocPl3AyHlJpB2zAfD4b1ozvl8HvD01lpH/URkREZEq8cX240xYvIN8exmN6nnz5qDu3NIxxOxY4oZURkREpFIVlzp49YtdJP6QAcA1LRsxPT6GsEA/k5OJu1IZERGRSnPgVD4j5iaxJysPiwX+dFMbxvZtj5fGMnIJKiMiIlIpliUf47mlOygscdCkvg9vDY7mN+2DzI4lNYDKiIiIXJWiEgcvf7aTBVszAbi+dWOmDYkhJMDX5GRSU6iMiIjIFUvPzmNEYhL7svOxWGDULe0YdWs7PD0sZkeTGkRlRERErsiirZm8+OlOikodBPlbmTY4ml5tm5odS2oglREREXFJgb2MFz5NY0nSMQBuaNuUtwZHE+RvNTmZ1FQqIyIiUmF7smyMmJvEgVMFeFhg3G3tefKmthrLyFVRGRERkcsyDIP5WzJ5+bOd2MuchARYmT4khutaNzE7mtQCKiMiInJJecWlPLc0jc9TjwPQp30QUwd1p0kDjWWkcqiMiIjIRaUdy2VkYhKHzxTi6WFh/O0dePw3rfHQWEYqkcqIiIj8imEYfPz9ESZ9sZsSh5Nmgb68MzSGHpGNzY4mtZDKiIiInMdWXMqExdtZsSMLgL6dgnnjoe40qu9jcjKprVRGRESk3PajOYxITCLzbBFeHhYm3NmRR29ohcWisYxUHZURERHBMAxmbzxMwpe7KXUYhDfyY8bQWKIjGpodTeoAlRERkTout7CUZz5J5etd2QD0iwrh7w91J9DP2+RkUleojIiI1GFJGed4KjGZYzlF+Hh68Jf+nXg4LlJjGalWKiMiInWQ02nwwYaD/H3lXsqcBpFN6jEjPpau4YFmR5M6SGVERKSOOVtQwvhFqazdcxKA/t3CSHigKwG+GsuIOVRGRETqkC2HzzJqXjIncovx8fLgxbs7M+y6FhrLiKlURkRE6gCn02DW+gNMXbUPh9OgddP6zBgaS+dmAWZHE1EZERGp7U7n2xm7IIXv0k8DMCC6GX+9vysNrPoIEPegI1FEpBbbfOAMo+cnczLPjq+3B6/e24WBPcM1lhG3ojIiIlILOZwGM9buZ9qafTgNaBvcgJlDY+kQ6m92NJFfURkREallTuYVM2Z+CpsOnAHgoR7hvHpfFPV89CNf3JOOTBGRWmRD+mnGLEjhdL4dP29P/jqgCw/2CDc7lsglqYyIiNQCZQ4n09akM+Ob/RgGdAjxZ+awWNoGNzA7mshlqYyIiNRwWbnFjJqfzI+HzgIQf20EL90Tha+3p8nJRCpGZUREpAZbt/ck4xamcraghPo+nkx+oCv3RTc3O5aISzxcWblly5ZYLJZfPUaMGHHRbRYtWkTHjh3x9fWla9eurFix4qpDi4jUdaUOJ699uYffz97C2YISOocF8PlTN6iISI3kUhnZsmULJ06cKH+sWrUKgIEDB15w/U2bNhEfH8+jjz5KcnIyAwYMYMCAAaSlpV19chGROup4ThFD3v+ed9cfAOB310ey5E+9aB2k60OkZrIYhmFc6cZjxozhiy++ID09/YI30Bk8eDAFBQV88cUX5cuuv/56oqOjeffddyv8OjabjcDAQHJzcwkI0K2LRaTuWr0rm/GfpJJTWIq/1YvXHuxG/25hZscSuaCKfn5f8TUjJSUlfPzxx4wbN+6id/LbvHkz48aNO29Zv379WLZs2SW/t91ux263lz+32WxXGlNEpFYoKXPy95V7+GDDIQC6hQcyIz6WFk3qmZxM5Oq5NKb5uWXLlpGTk8Pvf//7i66TlZVFSEjIectCQkLIysq65PdOSEggMDCw/BEREXGlMUVEarzMs4UMfG9zeRH5Q++WLHoiTkVEao0rLiP/+te/uPPOO2nWrFll5gFg4sSJ5Obmlj8yMzMr/TVERGqClWlZ3DX9O1Izcwjw9eK93/XgpXuisHrp13al9riiMc2RI0dYvXo1S5YsueR6oaGhZGdnn7csOzub0NDQS25ntVqxWq1XEk1EpFawlzlIWLGHOZsOAxAd0ZAZQ2MIb6SzIVL7XNGZkdmzZxMcHEz//v0vuV5cXBxr1qw5b9mqVauIi4u7kpcVEakTjpwp4KFZm8uLyP/7TWsWPRGnIiK1lstnRpxOJ7Nnz2b48OF4eZ2/+cMPP0zz5s1JSEgAYPTo0fTp04c333yT/v37M3/+fLZu3cr7779fOelFRGqZL7YfZ8LiHeTby2hYz5upg7pzS8eQy28oUoO5XEZWr15NRkYGjzzyyK++lpGRgYfH/0629OrVi8TERJ5//nmee+452rVrx7Jly+jSpcvVpRYRqWWKSx1M+mIXc3/IAKBnZCOmx8fQrKGfyclEqt5V3Wekuug+IyJSmx08lc+IxGR2n/jpNgZ/uqkN425rj5fnFf+OgYhbqPL7jIiIyNVblnyM55buoLDEQZP6PkwdHE2f9kFmxxKpViojIiImKCpx8PJnO1mw9adbF1zfujHThsQQEuBrcjKR6qcyIiJSzfafzGPE3GT2ZudhscBTt7Rj9K3t8PS48N2sRWo7lRERkWr0ybajvLAsjaJSB00bWJk2JJrebZuaHUvEVCojIiLVoLCkjOeXpbEk6RgAvds24a3B0QT7aywjojIiIlLF9mTZGDE3iQOnCvCwwNi+7fnTzW01lhH5PyojIiJVxDAMFmzJ5KXPdmIvcxISYGXakBiub93E7GgibkVlRESkCuTby3huyQ4+Sz0OQJ/2QUwd1J0mDfR3t0R+SWVERKSS7Tyey8jEZA6dLsDTw8L42zvw+G9a46GxjMgFqYyIiFQSwzD4+IcMJn2xi5IyJ2GBvrwTH0PPlo3Njibi1lRGREQqga24lImLd7B8xwkAbu0YzJSB3WlU38fkZCLuT2VEROQqbT+aw8jEZDLOFuLlYWHCnR159IZWWCway4hUhMqIiMgVMgyDOZsOM3nFbkodBs0b+jFjaAwxLRqZHU2kRlEZERG5ArmFpTzzSSpf78oG4PbOIbzxUHcC63mbnEyk5lEZERFxUXLGOUYmJnMspwgfTw+eu6sjw3u11FhG5AqpjIiIVJBhGHzw3SFeX7mHMqdBi8b1mDk0lq7hgWZHE6nRVEZERCrgXEEJ4xelsmbPSQD6dw0j4cGuBPhqLCNytVRGREQuY+vhszw1L5kTucX4eHnw4t2dGXZdC41lRCqJyoiIyEU4nQbvfnuAN7/eh8Np0KppfWYMjSGqmcYyIpVJZURE5AJO59sZtzCVb/edAuC+6Gb87f6uNLDqx6ZIZdP/q0REfuH7g2cYNS+Zk3l2rF4evHpfFIN6RmgsI1JFVEZERP6Pw2kw85v9vL16H04D2gY3YObQWDqE+psdTaRWUxkREQFO5hUzdkEKG/efAeDB2HAmDYiino9+TIpUNf2/TETqvI37TzN6fgqn8+34eXsyaUAXHuoRbnYskTpDZURE6iyH02Da6n28881+DAM6hPgzc1gMbYM1lhGpTiojIlInZduKGTUvmR8OnQVgyDURvHRPFH4+niYnE6l7VEZEpM5Zv+8UYxekcLaghPo+nkx+oCv3RTc3O5ZInaUyIiJ1RpnDyZur9jFr3QEAOoUFMHNoDK2DGpicTKRuUxkRkTrheE4Ro+Yls/XIOQB+d30kf+nfCV9vjWVEzKYyIiK13prd2Ty9KJWcwlL8rV689mA3+ncLMzuWiPwflRERqbVKypy88dUe/vndIQC6Ng9kxtAYIpvUNzmZiPycyoiI1EqZZwt5al4yKZk5APy+V0sm3tURq5fGMiLuRmVERGqdr3Zm8cyiVGzFZQT4evHGwO70iwo1O5aIXITKiIjUGvYyBwkr9jBn02EAoiMa8k58DBGN65kbTEQuSWVERGqFI2cKGJmYzI5juQD88cZWPNOvIz5eHiYnE5HLURkRkRpv+fYTTFi8nTx7GQ3refPmwO7c2inE7FgiUkEqIyJSYxWXOvjr8l18/H0GAD0jGzE9PoZmDf1MTiYirlAZEZEa6dDpAkbMTWLXCRsAT97UhnG3tcfbU2MZkZpGZUREapxPU47x3JIdFJQ4aFzfh6mDunNTh2CzY4nIFVIZEZEao6jEwSuf72T+lkwArmvVmOnxMYQE+JqcTESuhsqIiNQI+0/mMWJuMnuz87BY4Kmb2zLq1nZ4aSwjUuOpjIiI2/tk21FeWJZGUamDpg2svD04mhvaNTU7lohUEpUREXFbhSVlvLBsJ4uTjgLQu20T3hocTbC/xjIitYnKiIi4pb1ZeYxITGL/yXw8LDCmb3tG3NwWTw+L2dFEpJKpjIiIWzEMg4VbM3nx053Yy5wE+1uZHh/D9a2bmB1NRKqIy1d+HTt2jN/+9rc0adIEPz8/unbtytatWy+6/rp167BYLL96ZGVlXVVwEal98u1ljF2Qwp8X78Be5uQ37YNYMfpGFRGRWs6lMyPnzp2jd+/e3HzzzXz55ZcEBQWRnp5Oo0aNLrvt3r17CQgIKH8eHKx7AojI/+w6bmNkYhIHTxfg6WHh6dvb88Rv2uChsYxIredSGXn99deJiIhg9uzZ5ctatWpVoW2Dg4Np2LChS+FEpPYzDIO5P2Tw6he7KClzEhboy/T4GK5p2djsaCJSTVwa03z22Wf07NmTgQMHEhwcTExMDP/85z8rtG10dDRhYWHcdtttbNy48ZLr2u12bDbbeQ8RqX1sxaWMnJfM88vSKClzcmvHYFaMulFFRKSOcamMHDx4kFmzZtGuXTu++uornnzySUaNGsWHH3540W3CwsJ49913Wbx4MYsXLyYiIoKbbrqJpKSki26TkJBAYGBg+SMiIsKVmCJSA+w4mss972xg+fYTeHlY+MtdnfhgeE8a1fcxO5qIVDOLYRhGRVf28fGhZ8+ebNq0qXzZqFGj2LJlC5s3b67wi/bp04cWLVrw0UcfXfDrdrsdu91e/txmsxEREUFubu55152ISM1jGAYfbjrM5BV7KHE4ad7Qj3eGxhDb4vLXnolIzWKz2QgMDLzs57dL14yEhYXRuXPn85Z16tSJxYsXuxTu2muvZcOGDRf9utVqxWq1uvQ9RcT95RaW8uziVL7amQ3A7Z1DeOOh7gTW8zY5mYiYyaUy0rt3b/bu3Xvesn379hEZGenSi6akpBAWFubSNiJSsyVnnOOpeckcPVeEt6eF5+7qxO97tcRi0W/LiNR1LpWRsWPH0qtXLyZPnsygQYP48ccfef/993n//ffL15k4cSLHjh3jP//5DwBvv/02rVq1IioqiuLiYj744APWrl3L119/XbnvRETckmEY/GvDIV77cg9lToMWjesxY2gM3cIbmh1NRNyES2XkmmuuYenSpUycOJFXX32VVq1a8fbbbzNs2LDydU6cOEFGRkb585KSEp5++mmOHTtGvXr16NatG6tXr+bmm2+uvHchIm7pXEEJ4xelsmbPSQDu6hrKaw92I8BXYxkR+R+XLmA1S0UvgBER97HtyFmeSkzmeG4xPl4evHB3Z357XQuNZUTqkCq5gFVE5HKcToP3vj3IlK/34nAatGpanxlDY4hqFmh2NBFxUyojIlJpzuTbGbcwlfX7TgFwX3Qz/nZ/VxpY9aNGRC5OPyFEpFL8cPAMo+Ynk22zY/Xy4JV7oxh8TYTGMiJyWSojInJVHE6Df3yzn7dW78NpQJug+swcFkvHUF3fJSIVozIiIlfsVJ6dsQtS2LD/NAAPxoYzaUAU9Xz0o0VEKk4/MUTkimzcf5rR81M4nW/Hz9uTSQO68FCPcLNjiUgNpDIiIi5xOA2mrUnnnbXpGAa0D2nAzKGxtAvxNzuaiNRQKiMiUmHZtmJGz0/m+4NnARhyTQQv3ROFn4+nyclEpCZTGRGRClm/7xTjFqRwpqCE+j6eTH6gK/dFNzc7lojUAiojInJJZQ4nU1ft4x/rDgDQKSyAmUNjaB3UwORkIlJbqIyIyEWdyC1i1Lxkthw+B8Bvr2/B8/074+utsYyIVB6VERG5oLV7snl6YSrnCktpYPXitQe7cne3ZmbHEpFaSGVERM5T6nDyxld7ef/bgwB0bR7IjKExRDapb3IyEamtVEZEpNzRc4U8NS+Z5IwcAH7fqyUT7+qI1UtjGRGpOiojIgLA1zuzGL8oFVtxGQG+Xvz9oe7c0SXU7FgiUgeojIjUcSVlThK+3M3sjYcB6B7RkBnxMUQ0rmduMBGpM1RGROqwjDOFjJyXxPajuQD88cZWPNOvIz5eHiYnE5G6RGVEpI5aseMEf/5kO3n2MhrW82bKQ93p2znE7FgiUgepjIjUMcWlDv62fDcffX8EgB6RjZgeH0Pzhn4mJxORukplRKQOOXS6gBFzk9h1wgbAkze1Ydxt7fH21FhGRMyjMiJSR3yacoznluygoMRB4/o+TB3UnZs6BJsdS0REZUSktisudfDK5zuZ92MmANe2asz0ITGEBvqanExE5CcqIyK12P6T+YxMTGJPVh4WC4y8uS2jb22Hl8YyIuJGVEZEaqnF247y/LI0ikodNG1g5e3B0dzQrqnZsUREfkVlRKSWKSwp48VPd/LJtqMA9GrThLeHRBPsr7GMiLgnlRGRWmRfdh4j5iaRfjIfDwuMvrU9I29pi6eHxexoIiIXpTIiUgsYhsGirUd58bM0ikudBPtbmTYkhrg2TcyOJiJyWSojIjVcvr2M55fuYFnKcQBubNeUtwZH07SB1eRkIiIVozIiUoPtOm5jZGISB08X4Olh4enb2/PEb9rgobGMiNQgKiMiNZBhGCT+mMErn++ipMxJWKAv0+NjuKZlY7OjiYi4TGVEpIbJKy5lwpIdLN9+AoBbOgYzZWB3Gtf3MTmZiMiVURkRqUHSjuUyIjGJI2cK8fKw8OwdHXjshtYay4hIjaYyIlIDGIbBfzYf4W/Ld1PicNK8oR/vDI0htkUjs6OJiFw1lRERN5dbVMqfP9nOyp1ZANzWOYQpD3UnsJ63yclERCqHyoiIG0vJzGFkYhJHzxXh7Wlh4p2d+EPvllgsGsuISO2hMiLihgzD4F8bDvH6yj2UOgwiGvsxIz6W7hENzY4mIlLpVEZE3ExOYQnjF6WyevdJAO7qGsprD3YjwFdjGRGpnVRGRNzItiNneSoxmeO5xfh4evDC3Z347fWRGsuISK2mMiLiBpxOg/e/O8gbX+3F4TRo2aQeM4bG0qV5oNnRRESqnMqIiMnO5Nt5elEq6/aeAuDe7s2Y/EBXGlj1f08RqRv0007ERD8cPMOo+clk2+xYvTx4+d4ohlwTobGMiNQpKiMiJnA6Df6xbj9TV+3DaUCboPrMHBZLx9AAs6OJiFQ7lRGRanYqz864hSl8l34agAdimzPpvi7U11hGROoo/fQTqUab9p9m9IIUTuXZ8fP25NX7ohjYM8LsWCIiplIZEakGDqfB9DXpTF+bjmFA+5AGzBwaS7sQf7OjiYiYzsPVDY4dO8Zvf/tbmjRpgp+fH127dmXr1q2X3GbdunXExsZitVpp27Ytc+bMudK8IjXOSVsxwz74nmlrfioig3tG8OmIG1RERET+j0tnRs6dO0fv3r25+eab+fLLLwkKCiI9PZ1GjS7+l0MPHTpE//79eeKJJ5g7dy5r1qzhscceIywsjH79+l31GxBxZ9/uO8XYBSmcKSihno8nk+/vyoCY5mbHEhFxKxbDMIyKrjxhwgQ2btzId999V+EX+POf/8zy5ctJS0srXzZkyBBycnJYuXJlhb6HzWYjMDCQ3NxcAgL02wbi/socTt5avY9/rDuAYUDHUH9mDoulTVADs6OJiFSbin5+uzSm+eyzz+jZsycDBw4kODiYmJgY/vnPf15ym82bN9O3b9/zlvXr14/NmzdfdBu73Y7NZjvvIVJTnMgtYug/f2DmNz8VkWHXtWDZiN4qIiIiF+FSGTl48CCzZs2iXbt2fPXVVzz55JOMGjWKDz/88KLbZGVlERISct6ykJAQbDYbRUVFF9wmISGBwMDA8kdEhH7bQGqGb/ac5K5p3/Hj4bM0sHoxY2gMf7u/K77enmZHExFxWy5dM+J0OunZsyeTJ08GICYmhrS0NN59912GDx9eaaEmTpzIuHHjyp/bbDYVEnFrpQ4nU77ay3vfHgSgS/MAZsTH0rJpfZOTiYi4P5fKSFhYGJ07dz5vWadOnVi8ePFFtwkNDSU7O/u8ZdnZ2QQEBODn53fBbaxWK1ar1ZVoIqY5eq6Qp+Ylk5yRA8Dve7Vk4l0dsXrpbIiISEW4VEZ69+7N3r17z1u2b98+IiMjL7pNXFwcK1asOG/ZqlWriIuLc+WlRdzS1zuzeOaT7eQWleLv68UbD3Xjji5hZscSEalRXLpmZOzYsXz//fdMnjyZ/fv3k5iYyPvvv8+IESPK15k4cSIPP/xw+fMnnniCgwcP8uyzz7Jnzx7+8Y9/sHDhQsaOHVt570KkmpWUOXn18138v4+2kVtUSvfwQFaMulFFRETkCrh0ZuSaa65h6dKlTJw4kVdffZVWrVrx9ttvM2zYsPJ1Tpw4QUZGRvnzVq1asXz5csaOHcu0adMIDw/ngw8+0D1GpMbKPFvIyMQkUo/mAvDYDa149o6O+Hi5fA9BERHBxfuMmEX3GRF38eWOEzy7eDt5xWUE+nnz5sDu9O0ccvkNRUTqoIp+futv04hUQHGpg8krdvOfzUcAiG3RkHeGxtK84YUvwhYRkYpTGRG5jMOnCxiRmMTO4z/dfO+JPm14+vb2eHtqLCMiUhlURkQu4bPU4zy3ZAf59jIa1/fhzUHdublDsNmxRERqFZURkQsoLnXwyue7mPfjTxdjX9uyMdPjYwgN9DU5mYhI7aMyIvIL+0/mMzIxiT1ZeVgsMPLmtoy+tR1eGsuIiFQJlRGRn1mSdJTnl6VRWOKgaQMf3hoczY3tgsyOJSJSq6mMiACFJWW89OlOFm07CkBc6yZMGxJNcIDGMiIiVU1lROq8fdl5jJibRPrJfDwsMPrW9oy8pS2eHhazo4mI1AkqI1JnGYbBom1HefHTNIpLnQT5W5k+JIa4Nk3MjiYiUqeojEidVGAv4/llaSxNPgbAje2a8tbgaJo20F+LFhGpbiojUufsPmFjRGISB08V4GGBp2/vwJN92uChsYyIiClURqTOMAyDeT9m8vLnOykpcxIa4Mv0+BiubdXY7GgiInWayojUCXnFpTy3NI3PU48DcHOHIN4cFE3j+j4mJxMREZURqfXSjuUyMjGJw2cK8fKw8OwdHXjshtYay4iIuAmVEam1DMPgo++P8NcvdlPicNK8oR/T42PoEdnI7GgiIvIzKiNSK+UWlTJh8Xa+TMsCoG+nEKYM7EbDehrLiIi4G5URqXVSM3MYOS+JzLNFeHtamHhnJ/7QuyUWi8YyIiLuSGVEag3DMPj3xsO89uVuSh0GEY39mBEfS/eIhmZHExGRS1AZkVohp7CE8Yu2s3p3NgB3dgnltQe7EejnbXIyERG5HJURqfG2HTnHqHnJHMspwsfTg+fv7sTvro/UWEZEpIZQGZEay+k0+Od3B3njq72UOQ1aNqnHjKGxdGkeaHY0ERFxgcqI1EhnC0p4emEK3+w9BcA93Zsx+f4u+PtqLCMiUtOojEiN8+Ohs4yal0yWrRirlwcv3xvFkGsiNJYREamhVEakxnA6DWatP8DUVftwOA1aB9Vn5tBYOoUFmB1NRESugsqI1Ain8+2MXZDCd+mnAXggpjmTBnShvlWHsIhITaef5OL2Nh04zej5KZzKs+Pr7cGr93VhYI9wjWVERGoJlRFxWw6nwTtr05m+Jh2nAe2CG/CPYbG0C/E3O5qIiFQilRFxSydtxYyen8Lmg2cAGNQznFfu7YKfj6fJyUREpLKpjIjb+S79FGMXpHA6v4R6Pp787f4u3B8TbnYsERGpIioj4jbKHE7eXp3OzHX7MQzoGOrPjKGxtA1uYHY0ERGpQioj4hZO5BYxel4KPx4+C8DQ61rw4t2d8fXWWEZEpLZTGRHTfbP3JOMWpHCusJQGVi8mP9CVe7s3MzuWiIhUE5URMU2pw8mUr/fy3vqDAHRpHsCM+FhaNq1vcjIREalOKiNiimM5RTyVmERSRg4Aw+Miea5/J6xeGsuIiNQ1KiNS7Vbtymb8olRyi0rx9/Xi7w92486uYWbHEhERk6iMSLUpKXPy+so9/GvDIQC6hwcyY2gsEY3rmZxMRETMpDIi1SLzbCEj5yWTmpkDwKM3tOLPd3TEx8vD3GAiImI6lRGpcivTTvDMJ9vJKy4j0M+bKQO7c1vnELNjiYiIm1AZkSpjL3MwefluPtx8BIDYFg2ZHh9DeCONZURE5H9URqRKHD5dwMh5SaQdswHweJ/WjL+9A96eGsuIiMj5VEak0n2eepyJS3aQby+jUT1vpg6K5uaOwWbHEhERN6UyIpWmuNTBq1/sIvGHDACubdmYafHRhAX6mZxMRETcmcqIVIoDp/IZMTeJPVl5WCww4qa2jOnbDi+NZURE5DJURuSqLU0+yl+WplFY4qBpAx/eGhzNje2CzI4lIiI1hMqIXLGiEgcvfZbGwq1HAYhr3YRpQ6IJDvA1OZmIiNQkLp1Df/nll7FYLOc9OnbseNH158yZ86v1fX31QVUbpGfncd/MDSzcehSLBcb0bcfHj12nIiIiIi5z+cxIVFQUq1ev/t838Lr0twgICGDv3r3lzy0Wi6svKW7EMAwWbTvKi5+mUVzqJMjfyrQh0fRq09TsaCIiUkO5XEa8vLwIDQ2t8PoWi8Wl9cV9FdjLeGFZGkuSjwFwY7umTB0UTZC/1eRkIiJSk7n8qw7p6ek0a9aM1q1bM2zYMDIyMi65fn5+PpGRkURERHDfffexc+fOy76G3W7HZrOd9xBz7T5h494ZG1iSfAwPCzzTrwMf/uFaFREREblqLpWR6667jjlz5rBy5UpmzZrFoUOHuPHGG8nLy7vg+h06dODf//43n376KR9//DFOp5NevXpx9OjRS75OQkICgYGB5Y+IiAhXYkolMgyDxB8yGDBzIwdOFRAa4Mv8/xfHiJvb4uGhkZuIiFw9i2EYxpVunJOTQ2RkJFOnTuXRRx+97PqlpaV06tSJ+Ph4Jk2adNH17HY7dru9/LnNZiMiIoLc3FwCAgKuNK64KK+4lOeWpvF56nEAbuoQxNRB0TSu72NyMhERqQlsNhuBgYGX/fy+ql/tbdiwIe3bt2f//v0VWt/b25uYmJjLrm+1WrFadfrfTGnHchmZmMThM4V4elh4tl8H/nhja50NERGRSndVt8fMz8/nwIEDhIWFVWh9h8PBjh07Kry+VD/DMPho82Ee+McmDp8ppHlDPxY+HsfjfdqoiIiISJVw6czI+PHjueeee4iMjOT48eO89NJLeHp6Eh8fD8DDDz9M8+bNSUhIAODVV1/l+uuvp23btuTk5PDGG29w5MgRHnvsscp/J3LVbMWlTFi8nRU7sgDo2ymEKQO70bCexjIiIlJ1XCojR48eJT4+njNnzhAUFMQNN9zA999/T1DQT7f+zsjIwMPjfydbzp07xx//+EeysrJo1KgRPXr0YNOmTXTu3Lly34VctdTMHEbOSyLzbBHenhYm3NmJR3q31H1hRESkyl3VBazVpaIXwIjrDMNg9sbDJHy5m1KHQXgjP2YOjaV7REOzo4mISA1XLRewSs2WU1jCM59sZ9WubADuiArl9Ye6EejnbXIyERGpS1RG6qikjHM8lZjMsZwifDw9eP7uTvzu+kiNZUREpNqpjNQxTqfBP787yBtf7aXMaRDZpB4zh8bSpXmg2dFERKSOUhmpQ84WlDB+USpr95wE4O5uYSQ80BV/X41lRETEPCojdcSWw2d5KjGZLFsxPl4evHxPFPHXRmgsIyIiplMZqeWcToNZ6w8wddU+HE6D1kH1mTk0lk5h+q0kERFxDyojtdjpfDtjF6TwXfppAO6Pac5fB3ShvlX/7CIi4j70qVRLbT5whtHzkzmZZ8fX24NX7+vCwB7hGsuIiIjbURmpZRxOgxlr9zNtzT6cBrQLbsDMYbG0D/E3O5qIiMgFqYzUIifzihkzP4VNB84AMLBHOK/cF0U9H/0zi4iI+9KnVC2xIf00YxYkczq/hHo+nvx1QBceiA03O5aIiMhlqYzUcGUOJ9PWpDPjm/0YBnQM9WfG0FjaBjcwO5qIiEiFqIzUYFm5xYyan8yPh84CEH9tC166pzO+3p4mJxMREak4lZEaat3ek4xbmMrZghLq+3iS8GA37u3ezOxYIiIiLlMZqWFKHU7e/Hof764/AEBUswBmDI2lVdP6JicTERG5MiojNcixnCJGzUtm25FzADwcF8lzd3XSWEZERGo0lZEaYvWubMZ/kkpOYSn+vl78/cFu3Nk1zOxYIiIiV01lxM2VlDn5+8o9fLDhEADdwwN5Jz6WFk3qmZxMRESkcqiMuLHMs4WMnJdMamYOAI/0bsWEOzvi4+VhbjAREZFKpDLiplamZfHMJ6nkFZcR4OvFlIHduT0q1OxYIiIilU5lxM3YyxwkrNjDnE2HAYhp0ZB34mMIb6SxjIiI1E4qI27kyJkCRiYms+NYLgCP/6Y14/t1wNtTYxkREam9VEbcxBfbjzNh8Q7y7WU0qufNm4O6c0vHELNjiYiIVDmVEZMVlzqY9MUu5v6QAcA1LRsxPT6GsEA/k5OJiIhUD5UREx04lc+IuUnsycrDYoE/3dSGsX3b46WxjIiI1CEqIyZZlnyM55buoLDEQZP6Prw1OJrftA8yO5aIiEi1UxmpZkUlDl7+bCcLtmYCcH3rxkwfEkNwgK/JyURERMyhMlKN0rPzGJGYxL7sfCwWGHVLO0bd2g5PD4vZ0UREREyjMlJNFm3N5MVPd1JU6iDI38q0wdH0atvU7FgiIiKmUxmpYgX2Ml74NI0lSccAuKFtU94aHE2Qv9XkZCIiIu5BZaQK7cmyMWJuEgdOFeBhgXG3tedPN7XFQ2MZERGRciojVcAwDBZsyeSlz3ZiL3MSEmBl+pAYrmvdxOxoIiIibkdlpJLl28t4bskOPks9DkCf9kFMHdSdJg00lhEREbkQlZFKtPN4LiMTkzl0ugBPDwvP9OvA/7uxtcYyIiIil6AyUgkMw+Dj748wafluSsqcNAv05Z2hMfSIbGx2NBEREbenMnKVbMWlTFi8nRU7sgDo2ymYKQO707Cej8nJREREagaVkauw/WgOIxOTyThbiLenhT/f0ZFHb2iFxaKxjIiISEWpjFwBwzCYvfEwCV/uptRhEN7IjxlDY4mOaGh2NBERkRpHZcRFuYWlPPNJKl/vygbgjqhQXn+oG4F+3iYnExERqZlURlyQnHGOkYnJHMspwsfTg7/078TDcZEay4iIiFwFlZEKcDoN/rXhEK+v3EOZ0yCyST1mxMfSNTzQ7GgiIiI1nsrIZZwrKOHpRams3XMSgP7dwnjtga74+2osIyIiUhlURi5h6+GzPDUvmRO5xfh4efDSPZ0Zem0LjWVEREQqkcrIBTidBrPWH2Dqqn04nAatm9ZnxtBYOjcLMDuaiIhIraMy8gun8+2MW5jKt/tOATAguhl/vb8rDazaVSIiIlXBw5WVX375ZSwWy3mPjh07XnKbRYsW0bFjR3x9fenatSsrVqy4qsBV6fuDZ7hr2nd8u+8Uvt4e/P3Bbrw1OFpFREREpAq5/CkbFRXF6tWr//cNvC7+LTZt2kR8fDwJCQncfffdJCYmMmDAAJKSkujSpcuVJa4CDqfBjLX7mbZmH04D2gY34B/DYmkf4m92NBERkVrP5TLi5eVFaGhohdadNm0ad9xxB8888wwAkyZNYtWqVcyYMYN3333X1ZeuEifzihm7IIWN+88AMLBHOK/cF0U9H50NERERqQ4ujWkA0tPTadasGa1bt2bYsGFkZGRcdN3NmzfTt2/f85b169ePzZs3X/I17HY7NpvtvEdV2Lj/NHdN28DG/Wfw8/Zk6qDuvDGwu4qIiIhINXKpjFx33XXMmTOHlStXMmvWLA4dOsSNN95IXl7eBdfPysoiJCTkvGUhISFkZWVd8nUSEhIIDAwsf0RERLgSs0KKShyMnp/C6Xw7HUP9+fypG3ggNrzSX0dEREQuzaVTAHfeeWf5/+7WrRvXXXcdkZGRLFy4kEcffbTSQk2cOJFx48aVP7fZbJVeSPx8PHlzUHdWpmXx0j2d8fX2rNTvLyIiIhVzVfOIhg0b0r59e/bv33/Br4eGhpKdnX3esuzs7Mtec2K1WrFarVcTrUL6tA+iT/ugKn8dERERuTiXrxn5ufz8fA4cOEBYWNgFvx4XF8eaNWvOW7Zq1Sri4uKu5mVFRESkFnGpjIwfP57169dz+PBhNm3axP3334+npyfx8fEAPPzww0ycOLF8/dGjR7Ny5UrefPNN9uzZw8svv8zWrVsZOXJk5b4LERERqbFcGtMcPXqU+Ph4zpw5Q1BQEDfccAPff/89QUE/jToyMjLw8Phfv+nVqxeJiYk8//zzPPfcc7Rr145ly5a51T1GRERExFwWwzAMs0Ncjs1mIzAwkNzcXAIC9PdhREREaoKKfn5f1TUjIiIiIldLZURERERMpTIiIiIiplIZEREREVOpjIiIiIipVEZERETEVCojIiIiYiqVERERETGVyoiIiIiY6qr+am91+e9NYm02m8lJREREpKL++7l9uZu914gykpeXB0BERITJSURERMRVeXl5BAYGXvTrNeJv0zidTo4fP46/vz8Wi6XSvq/NZiMiIoLMzEz9zZvL0L5yjfZXxWlfVZz2VcVpX1VcVe4rwzDIy8ujWbNm5/0h3V+qEWdGPDw8CA8Pr7LvHxAQoIO1grSvXKP9VXHaVxWnfVVx2lcVV1X76lJnRP5LF7CKiIiIqVRGRERExFR1uoxYrVZeeuklrFar2VHcnvaVa7S/Kk77quK0rypO+6ri3GFf1YgLWEVERKT2qtNnRkRERMR8KiMiIiJiKpURERERMZXKiIiIiJiqVpeRb7/9lnvuuYdmzZphsVhYtmzZZbdZt24dsbGxWK1W2rZty5w5c6o8pztwdV+tW7cOi8Xyq0dWVlb1BDZRQkIC11xzDf7+/gQHBzNgwAD27t172e0WLVpEx44d8fX1pWvXrqxYsaIa0prrSvbVnDlzfnVc+fr6VlNi88yaNYtu3bqV33gqLi6OL7/88pLb1MVjClzfV3X1mLqQ1157DYvFwpgxYy65XnUfW7W6jBQUFNC9e3dmzpxZofUPHTpE//79ufnmm0lJSWHMmDE89thjfPXVV1Wc1Hyu7qv/2rt3LydOnCh/BAcHV1FC97F+/XpGjBjB999/z6pVqygtLeX222+noKDgotts2rSJ+Ph4Hn30UZKTkxkwYAADBgwgLS2tGpNXvyvZV/DTnSB/flwdOXKkmhKbJzw8nNdee41t27axdetWbrnlFu677z527tx5wfXr6jEFru8rqJvH1C9t2bKF9957j27dul1yPVOOLaOOAIylS5decp1nn33WiIqKOm/Z4MGDjX79+lVhMvdTkX31zTffGIBx7ty5asnkzk6ePGkAxvr16y+6zqBBg4z+/fuft+y6664zHn/88aqO51Yqsq9mz55tBAYGVl8oN9aoUSPjgw8+uODXdEyd71L7SseUYeTl5Rnt2rUzVq1aZfTp08cYPXr0Rdc149iq1WdGXLV582b69u173rJ+/fqxefNmkxK5v+joaMLCwrjtttvYuHGj2XFMkZubC0Djxo0vuo6OrZ9UZF8B5OfnExkZSURExGX/i7c2cjgczJ8/n4KCAuLi4i64jo6pn1RkX4GOqREjRtC/f/9fHTMXYsaxVSP+UF51ycrKIiQk5LxlISEh2Gw2ioqK8PPzMymZ+wkLC+Pdd9+lZ8+e2O12PvjgA2666SZ++OEHYmNjzY5XbZxOJ2PGjKF379506dLloutd7NiqC9fY/FdF91WHDh3497//Tbdu3cjNzWXKlCn06tWLnTt3VukfzHQHO3bsIC4ujuLiYho0aMDSpUvp3LnzBdet68eUK/uqLh9TAPPnzycpKYktW7ZUaH0zji2VEbkiHTp0oEOHDuXPe/XqxYEDB3jrrbf46KOPTExWvUaMGEFaWhobNmwwO4rbq+i+iouLO++/cHv16kWnTp147733mDRpUlXHNFWHDh1ISUkhNzeXTz75hOHDh7N+/fqLfsjWZa7sq7p8TGVmZjJ69GhWrVrl1hftqoz8TGhoKNnZ2ecty87OJiAgQGdFKuDaa6+tUx/KI0eO5IsvvuDbb7+97H9dXezYCg0NrcqIbsOVffVL3t7exMTEsH///ipK5z58fHxo27YtAD169GDLli1MmzaN995771fr1vVjypV99Ut16Zjatm0bJ0+ePO+MtcPh4Ntvv2XGjBnY7XY8PT3P28aMY0vXjPxMXFwca9asOW/ZqlWrLjmHlP9JSUkhLCzM7BhVzjAMRo4cydKlS1m7di2tWrW67DZ19di6kn31Sw6Hgx07dtSJY+uXnE4ndrv9gl+rq8fUxVxqX/1SXTqmbr31Vnbs2EFKSkr5o2fPngwbNoyUlJRfFREw6diqsktj3UBeXp6RnJxsJCcnG4AxdepUIzk52Thy5IhhGIYxYcIE43e/+135+gcPHjTq1atnPPPMM8bu3buNmTNnGp6ensbKlSvNegvVxtV99dZbbxnLli0z0tPTjR07dhijR482PDw8jNWrV5v1FqrNk08+aQQGBhrr1q0zTpw4Uf4oLCwsX+d3v/udMWHChPLnGzduNLy8vIwpU6YYu3fvNl566SXD29vb2LFjhxlvodpcyb565ZVXjK+++so4cOCAsW3bNmPIkCGGr6+vsXPnTjPeQrWZMGGCsX79euPQoUPG9u3bjQkTJhgWi8X4+uuvDcPQMfVzru6runpMXcwvf5vGHY6tWl1G/vvrp798DB8+3DAMwxg+fLjRp0+fX20THR1t+Pj4GK1btzZmz55d7bnN4Oq+ev311402bdoYvr6+RuPGjY2bbrrJWLt2rTnhq9mF9hNw3rHSp0+f8n33XwsXLjTat29v+Pj4GFFRUcby5curN7gJrmRfjRkzxmjRooXh4+NjhISEGHfddZeRlJRU/eGr2SOPPGJERkYaPj4+RlBQkHHrrbeWf7gaho6pn3N1X9XVY+pifllG3OHYshiGYVTdeRcRERGRS9M1IyIiImIqlRERERExlcqIiIiImEplREREREylMiIiIiKmUhkRERERU6mMiIiIiKlURkRERMRUKiMiIiJiKpURERERMZXKiIiIiJhKZURERERM9f8BALPMmn/BtEUAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T05:22:29.076145Z",
     "start_time": "2025-08-04T05:22:28.925792Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x,y)   # x可以是迭代器、生成器、列表、元组\n",
    "plt.show()"
   ],
   "id": "72b44f5cc60d89a4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T05:22:29.507191Z",
     "start_time": "2025-08-04T05:22:29.325203Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, color='red',alpha=0.5,linestyle='--',linewidth=3)\n",
    "plt.show()\n",
    "'''基础属性设置\n",
    "color='red' : 折线的颜色\n",
    "alpha=0.5 : 折线的透明度(0-1)\n",
    "linestyle='--' : 折线的样式\n",
    "linewidth=3 : 折线的宽度—粗细\n",
    "'''\n",
    "'''线的样式\n",
    "- 实线(solid)\n",
    "-- 短线(dashed)\n",
    "-. 短点相间线(dashdot)\n",
    "： 虚点线(dotted)\n",
    "'''"
   ],
   "id": "1a249a0daec39e3b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'线的样式\\n- 实线(solid)\\n-- 短线(dashed)\\n-. 短点相间线(dashdot)\\n： 虚点线(dotted)\\n'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T05:22:29.873610Z",
     "start_time": "2025-08-04T05:22:29.706679Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, marker='o')\n",
    "plt.show()\n",
    "'''\n",
    "折点形状选择:\n",
    "``'-'`` solid line style\n",
    "``'--'`` dashed line style\n",
    "``'-.'`` dash-dot line style\n",
    "``':'`` dotted line style\n",
    "``'.'`` point marker\n",
    "``','`` pixel marker\n",
    "``'o'`` circle marker\n",
    "``'v'`` triangle_down marker\n",
    "``'^'`` triangle_up marker\n",
    "``'<'`` triangle_left marker\n",
    "``'>'`` triangle_right marker\n",
    "``'1'`` tri_down marker\n",
    "``'2'`` tri_up marker\n",
    "``'3'`` tri_left marker\n",
    "``'4'`` tri_right marker\n",
    "``'s'`` square marker\n",
    "``'p'`` pentagon marker\n",
    "``' '`` star marker\n",
    "``'h'`` hexagon1 marker\n",
    "``'H'`` hexagon2 marker\n",
    "``'+'`` plus marker\n",
    "``'x'`` x marker\n",
    "``'D'`` diamond marker\n",
    "``'d'`` thin_diamond marker\n",
    "``'|'`` vline marker\n",
    "``'_'`` hline marker\n",
    "'''"
   ],
   "id": "7c3a3d864ab164f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "\"\\n折点形状选择:\\n``'-'`` solid line style\\n``'--'`` dashed line style\\n``'-.'`` dash-dot line style\\n``':'`` dotted line style\\n``'.'`` point marker\\n``','`` pixel marker\\n``'o'`` circle marker\\n``'v'`` triangle_down marker\\n``'^'`` triangle_up marker\\n``'<'`` triangle_left marker\\n``'>'`` triangle_right marker\\n``'1'`` tri_down marker\\n``'2'`` tri_up marker\\n``'3'`` tri_left marker\\n``'4'`` tri_right marker\\n``'s'`` square marker\\n``'p'`` pentagon marker\\n``' '`` star marker\\n``'h'`` hexagon1 marker\\n``'H'`` hexagon2 marker\\n``'+'`` plus marker\\n``'x'`` x marker\\n``'D'`` diamond marker\\n``'d'`` thin_diamond marker\\n``'|'`` vline marker\\n``'_'`` hline marker\\n\""
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T05:22:30.143571Z",
     "start_time": "2025-08-04T05:22:29.890962Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "# 设置图片的大小\n",
    "'''\n",
    "figsize:指定figure的宽和高，单位为英寸；\n",
    "dpi参数指定绘图对象的分辨率，即每英寸多少个像素，缺省值为80， 1英寸等于2.5cm,A4纸是 21*30cm的纸张\n",
    "'''\n",
    "# 设置画布对象，figsize中对应的单位是英寸，dpi是每英寸有多少像素点\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y) # 传入x和y, 通过plot画图\n",
    "#plt.show()\n",
    "# 保存(注意： 要放在绘制的下面,并且plt.show()会释放figure资源，如果在显示图像之后保存图片将只能保存空图片。)\n",
    "plt.savefig('./t1.png')\n",
    "# 图片的格式也可以保存为svg这种矢量图格式，这种矢量图放在网页中放大后不会有锯齿\n",
    "# plt.savefig('./t1.svg')"
   ],
   "id": "404dff11ded27497",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T05:22:30.400506Z",
     "start_time": "2025-08-04T05:22:30.160142Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 设置x轴的刻度\n",
    "# plt.xticks(x)\n",
    "# plt.xticks(range(1,25))\n",
    "# 设置y轴的刻度\n",
    "# plt.yticks(y)\n",
    "# plt.yticks(range(min(y),max(y)+1))\n",
    "# 构造x轴刻度标签\n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x]\n",
    "#rotation = 45 让字旋转45度\n",
    "plt.xticks(x,x_ticks_label,rotation = 45)\n",
    "# 设置y轴的刻度标签\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)]\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "# 绘 图\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "a802e22fb0f87c24",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T05:22:30.669208Z",
     "start_time": "2025-08-04T05:22:30.423586Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "# 加坐标轴信息\n",
    "# 在有中文输出的地方， 增加一个属性： fontproperties\n",
    "# plt.xlabel('时间',fontproperties = 'simHei',fontsize=20)\n",
    "'''\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数',fontproperties=my_font,color='red')\n",
    "'''\n",
    "#rotation 将字体旋转 45 度\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\Windows\\Fonts\\STSONG.TTF',size=18)\n",
    "plt.xlabel('时间',rotation=45,fontproperties = my_font)\n",
    "plt.ylabel(\"次数\")\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数',color='red')\n",
    "plt.show()"
   ],
   "id": "7ed083ef483fcb99",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\yan\\PycharmProjects\\venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 27425 (\\N{CJK UNIFIED IDEOGRAPH-6B21}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\yan\\PycharmProjects\\venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\yan\\PycharmProjects\\venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 27599 (\\N{CJK UNIFIED IDEOGRAPH-6BCF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\yan\\PycharmProjects\\venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 20998 (\\N{CJK UNIFIED IDEOGRAPH-5206}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\yan\\PycharmProjects\\venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 38047 (\\N{CJK UNIFIED IDEOGRAPH-949F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\yan\\PycharmProjects\\venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 36339 (\\N{CJK UNIFIED IDEOGRAPH-8DF3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\yan\\PycharmProjects\\venv\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 21160 (\\N{CJK UNIFIED IDEOGRAPH-52A8}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T05:22:30.974632Z",
     "start_time": "2025-08-04T05:22:30.694949Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import font_manager\n",
    "# 假设大家在 30 岁的时候， 根据自己的实际情况， 统计出来你和你同事各自从 11 岁到 30 岁每年交的男/女朋友的数量如列表 y1 和\n",
    "# y2， 请在一个图中绘制出该数据的折线图， 从而分析每年交朋友的数量走势。\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "x = range( 11, 31 ) # # 设置图形\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "'''\n",
    "添加图例:label 对线的解释， 然后用 plt.legend 添加到图片上;\n",
    "添加颜色: color='red'\n",
    "线条风格： linestyle='-'; - 实线 、 -- 虚线， 破折线、 -. 点划线、 : 点虚线， 虚线、 '' 留\n",
    "空或空格线条粗细： linewidth = 5\n",
    "透明度： alpha=0.5\n",
    "'''\n",
    "plt.plot( x, y1, color='red', label='自己' )\n",
    "plt.plot( x, y2, color='blue', label='同事' )\n",
    "# 设置 x 轴刻度\n",
    "xtick_labels = ['{}岁'.format( i ) for i in x]\n",
    "my_font = font_manager.FontProperties( fname='C:\\Windows\\Fonts\\STSONG.TTF', size=18 )\n",
    "plt.xticks( x, xtick_labels, fontproperties=my_font, rotation=45 )\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid( alpha=0.4 )\n",
    "# 添加图例(注意： 只有在这里需要添加 prop 参数是显示中文， 其他的都用 fontproperties)\n",
    "# 设置位置 loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend( prop=my_font, loc='upper right' )\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "2342b7cd9fa618ab",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T05:22:31.353041Z",
     "start_time": "2025-08-04T05:22:30.989982Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "x = np.arange(1, 100) #划分子图\n",
    "fig,axes=plt.subplots(2,2)\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1]\n",
    "ax3=axes[1,0]\n",
    "ax4=axes[1,1]\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #作图 1\n",
    "ax1.plot(x, x) # 作 图 2\n",
    "ax2.plot(x, -x) #作图 3\n",
    "ax3.plot(x, x**2)\n",
    "# ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) #作图 4\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "2ba2fe89e4ebcfee",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T05:22:31.790865Z",
     "start_time": "2025-08-04T05:22:31.373347Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1,100)\n",
    "#新建 figure 对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #新建子图 1\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图 2\n",
    "ax3=fig.add_subplot(2,2,2)\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "# 新 建 子 图 3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "9fe7efd76bc4b746",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "2-绘制散点图",
   "id": "acedc93d9c277846"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T05:32:50.554820Z",
     "start_time": "2025-08-04T05:32:50.116009Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14,\n",
    "15, 15, 15, 19, 21, 22, 22, 22,\n",
    "23]\n",
    "x = range( 1, 32 )\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用 scatter 绘制散点图\n",
    "plt.scatter( x, y, label='3 月份' )\n",
    "# 调整 x 轴的刻度\n",
    "my_font = font_manager.FontProperties( fname='C:\\Windows\\Fonts\\STSONG.TTF', size=18 )\n",
    "_xticks_labels = ['3 月{}日'.format( i ) for i in x]\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 )\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font )\n",
    "plt.show()"
   ],
   "id": "8bd35adbf4bdbb2b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "3-绘制条形图",
   "id": "a8b3b0bd4b21337"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T05:34:41.238188Z",
     "start_time": "2025-08-04T05:34:40.980290Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\Windows\\Fonts\\STSONG.TTF',size=16)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没· 原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3 条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color='r')\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45)\n",
    "# 在条形图上加标注(水平居中)\n",
    "for rect in rects:\n",
    "    height = rect.get_height()\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height+0.3, str(height),ha=\"center\")\n",
    "plt.show()"
   ],
   "id": "63602dd8d04c7e3d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "4-绘制直方图",
   "id": "629bea28ff9a743c"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T05:42:46.363458Z",
     "start_time": "2025-08-04T05:42:45.670487Z"
    }
   },
   "cell_type": "code",
   "source": [
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102,\n",
    "107, 114,\n",
    "119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,\n",
    "99,\n",
    "136, 126, 134, 95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117, 86,\n",
    "95, 144,\n",
    "105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136,123,\n",
    "117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129,\n",
    "116,\n",
    "108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139,\n",
    "125,\n",
    "138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110,\n",
    "102,123,\n",
    "107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122,\n",
    "109,\n",
    "106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103,\n",
    "144, 83, 123,\n",
    "111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126,\n",
    "110, 111, 109,\n",
    "141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,\n",
    "130, 141, 117, 106, 114, 121, 114, 133, 137, 92,121, 112, 146, 97, 137,\n",
    "105, 98,\n",
    "117, 112, 81, 97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117,\n",
    "100, 111,\n",
    "101, 110,105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133,\n",
    "101,131, 116,\n",
    "111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "from matplotlib import font_manager\n",
    "from matplotlib import pyplot as plt\n",
    "my_font = font_manager.FontProperties(fname='C:\\Windows\\Fonts\\STSONG.TTF',size=18) # 2）创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100) # 3） 绘制直方图\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance) # 绘制直方图\n",
    "plt.hist(time, bins=group_num)\n",
    "# 修改 x 轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "#添 加 x, y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "# 4） 显示图像\n",
    "plt.show()"
   ],
   "id": "87abc11fdff95c89",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "5-绘制饼状图",
   "id": "373df9698426069e"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-04T05:47:04.623029Z",
     "start_time": "2025-08-04T05:47:04.338746Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"] # 各部分标签\n",
    "size = [55, 35, 10] # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"] # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "\"\"\"\n",
    "绘 制 饼 图\n",
    "explode： 设 置 各 部 分 突 出\n",
    "label: 设 置 各 部 分 标 签\n",
    "labeldistance:设置标签文本距圆心位置， 1.1 表示 1.1 倍半径\n",
    "autopct： 设 置 圆 里 面 文 本\n",
    "shadow： 设置是否有阴影\n",
    "startangle： 起始角度， 默认从 0 开始逆时针转\n",
    "pctdistance： 设置圆内文本距圆心距离返回值\n",
    "l_text： 圆内部文本，\n",
    "matplotlib.text.Text object\n",
    "p_text： 圆外部文本\"\"\"\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "labeldistance=1.1, autopct=\"%1.1f%%\", shadow=False,\n",
    "startangle=90, pctdistance=0.6)\n",
    "plt.axis(\"equal\") # 设置横轴和纵轴大小相等， 这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "d87e787937171e6f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
